Profiling Report - IMBD Clean Dataset

Dataset statistics

Number of variables	15
Number of observations	4703
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	523.6 KiB
Average record size in memory	114.0 B

Variable types

Numeric	12
Boolean	2
Categorical	1

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`actor_1_fb_likes` is highly overall correlated with `other_actors_fb_likes`	High correlation
`budget` is highly overall correlated with `gross` and 1 other fields	High correlation
`country_UK` is highly overall correlated with `country_USA`	High correlation
`country_USA` is highly overall correlated with `country_UK`	High correlation
`critic_reviews_ratio` is highly overall correlated with `title_year`	High correlation
`gross` is highly overall correlated with `budget` and 1 other fields	High correlation
`num_voted_users` is highly overall correlated with `budget` and 1 other fields	High correlation
`other_actors_fb_likes` is highly overall correlated with `actor_1_fb_likes`	High correlation
`title_year` is highly overall correlated with `critic_reviews_ratio`	High correlation
`country_UK` is highly imbalanced (56.6%)	Imbalance
`budget` is highly skewed (γ1 = 49.02395721)	Skewed
`director_fb_likes` has 825 (17.5%) zeros	Zeros
`facenumber_in_poster` has 2019 (42.9%) zeros	Zeros
`movie_fb_likes` has 2086 (44.4%) zeros	Zeros

Reproduction

Analysis started	2024-04-11 22:27:01.952306
Analysis finished	2024-04-11 22:27:29.366066
Duration	27.41 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

duration
Real number (ℝ)

Distinct	164
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	108.63066

Minimum	14
Maximum	330
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.5 KiB

Quantile statistics

Minimum	14
5-th percentile	84
Q1	94
median	104
Q3	118
95-th percentile	146
Maximum	330
Range	316
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	22.562204
Coefficient of variation (CV)	0.20769646
Kurtosis	11.779179
Mean	108.63066
Median Absolute Deviation (MAD)	11
Skewness	2.2280838
Sum	510890
Variance	509.05305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	143	3.0%
100	134	2.8%
98	130	2.8%
101	130	2.8%
97	125	2.7%
93	120	2.6%
99	120	2.6%
94	120	2.6%
95	119	2.5%
106	108	2.3%
Other values (154)	3454	73.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	1	< 0.1%
20	1	< 0.1%
25	1	< 0.1%
34	1	< 0.1%
37	1	< 0.1%
41	1	< 0.1%
45	2	< 0.1%
46	1	< 0.1%
47	1	< 0.1%
53	1	< 0.1%

Value	Count	Frequency (%)
330	1	< 0.1%
325	1	< 0.1%
300	1	< 0.1%
293	1	< 0.1%
289	1	< 0.1%
280	1	< 0.1%
271	1	< 0.1%
270	1	< 0.1%
251	2	< 0.1%
240	2	< 0.1%

director_fb_likes
Real number (ℝ)

ZEROS

Distinct	429
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	710.17223

Minimum	0
Maximum	23000
Zeros	825
Zeros (%)	17.5%
Negative	0
Negative (%)	0.0%
Memory size	73.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8
median	52
Q3	209
95-th percentile	1000
Maximum	23000
Range	23000
Interquartile range (IQR)	201

Descriptive statistics

Standard deviation	2861.8195
Coefficient of variation (CV)	4.0297542
Kurtosis	26.029513
Mean	710.17223
Median Absolute Deviation (MAD)	52
Skewness	5.1181934
Sum	3339940
Variance	8190010.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	825	17.5%
3	65	1.4%
6	61	1.3%
7	58	1.2%
11	56	1.2%
2	56	1.2%
4	54	1.1%
10	51	1.1%
12	48	1.0%
5	48	1.0%
Other values (419)	3381	71.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	825	17.5%
2	56	1.2%
3	65	1.4%
4	54	1.1%
5	48	1.0%
6	61	1.3%
7	58	1.2%
8	47	1.0%
9	46	1.0%
10	51	1.1%

Value	Count	Frequency (%)
23000	1	< 0.1%
22000	8	0.2%
21000	10	0.2%
18000	4	0.1%
17000	20	0.4%
16000	28	0.6%
15000	2	< 0.1%
14000	30	0.6%
13000	26	0.6%
12000	17	0.4%

actor_1_fb_likes
Real number (ℝ)

HIGH CORRELATION

Distinct	843
Distinct (%)	17.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6817.3957

Minimum	0
Maximum	640000
Zeros	14
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	73.5 KiB

Quantile statistics

Minimum	0
5-th percentile	116.1
Q1	637
median	1000
Q3	11000
95-th percentile	24000
Maximum	640000
Range	640000
Interquartile range (IQR)	10363

Descriptive statistics

Standard deviation	14982.445
Coefficient of variation (CV)	2.1976786
Kurtosis	720.98565
Mean	6817.3957
Median Absolute Deviation (MAD)	790
Skewness	19.549467
Sum	32062212
Variance	2.2447365 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1000	417	8.9%
11000	207	4.4%
2000	187	4.0%
3000	148	3.1%
12000	133	2.8%
13000	126	2.7%
14000	121	2.6%
10000	109	2.3%
18000	108	2.3%
22000	79	1.7%
Other values (833)	3068	65.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	0.3%
2	6	0.1%
3	2	< 0.1%
4	2	< 0.1%
5	4	0.1%
6	3	0.1%
7	2	< 0.1%
9	2	< 0.1%
11	2	< 0.1%
12	3	0.1%

Value	Count	Frequency (%)
640000	1	< 0.1%
260000	2	< 0.1%
164000	2	< 0.1%
137000	2	< 0.1%
87000	8	0.2%
77000	1	< 0.1%
49000	27	0.6%
46000	1	< 0.1%
45000	5	0.1%
44000	2	< 0.1%

gross
Real number (ℝ)

HIGH CORRELATION

Distinct	4146
Distinct (%)	88.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45085643

Minimum	162
Maximum	7.6050585 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.5 KiB

Quantile statistics

Minimum	162
5-th percentile	100669.6
Q1	6494675
median	24848292
Q3	54548936
95-th percentile	1.7099911 × 10⁸
Maximum	7.6050585 × 10⁸
Range	7.6050568 × 10⁸
Interquartile range (IQR)	48054262

Descriptive statistics

Standard deviation	64148103
Coefficient of variation (CV)	1.4228055
Kurtosis	16.705866
Mean	45085643
Median Absolute Deviation (MAD)	20807704
Skewness	3.3289438
Sum	2.1203778 × 10¹¹
Variance	4.1149791 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24848292	458	9.7%
5000000	4	0.1%
3000000	3	0.1%
218051260	3	0.1%
177343675	3	0.1%
8000000	3	0.1%
13401683	2	< 0.1%
800000	2	< 0.1%
22494487	2	< 0.1%
21028755	2	< 0.1%
Other values (4136)	4221	89.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
162	1	< 0.1%
423	1	< 0.1%
607	1	< 0.1%
703	1	< 0.1%
721	1	< 0.1%
728	1	< 0.1%
828	1	< 0.1%
1029	1	< 0.1%
1100	1	< 0.1%
1111	1	< 0.1%

Value	Count	Frequency (%)
760505847	1	< 0.1%
658672302	1	< 0.1%
652177271	1	< 0.1%
623279547	1	< 0.1%
533316061	1	< 0.1%
474544677	1	< 0.1%
460935665	1	< 0.1%
458991599	1	< 0.1%
448130642	1	< 0.1%
436471036	1	< 0.1%

num_voted_users
Real number (ℝ)

HIGH CORRELATION

Distinct	4593
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87783.318

Minimum	5
Maximum	1689764
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.5 KiB

Quantile statistics

Minimum	5
5-th percentile	1099.4
Q1	10774
median	37952
Q3	101938
95-th percentile	343205.1
Maximum	1689764
Range	1689759
Interquartile range (IQR)	91164

Descriptive statistics

Standard deviation	140733.28
Coefficient of variation (CV)	1.6031894
Kurtosis	23.651174
Mean	87783.318
Median Absolute Deviation (MAD)	32809
Skewness	3.9557772
Sum	4.1284494 × 10⁸
Variance	1.9805856 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3119	3	0.1%
2541	3	0.1%
3665	3	0.1%
9903	2	< 0.1%
6069	2	< 0.1%
80639	2	< 0.1%
25870	2	< 0.1%
1231	2	< 0.1%
3943	2	< 0.1%
53	2	< 0.1%
Other values (4583)	4680	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	2	< 0.1%
19	1	< 0.1%
28	1	< 0.1%
37	1	< 0.1%
40	1	< 0.1%
47	1	< 0.1%
48	1	< 0.1%
50	1	< 0.1%
53	2	< 0.1%
59	1	< 0.1%

Value	Count	Frequency (%)
1689764	1	< 0.1%
1676169	1	< 0.1%
1468200	1	< 0.1%
1347461	1	< 0.1%
1324680	1	< 0.1%
1251222	1	< 0.1%
1238746	1	< 0.1%
1217752	1	< 0.1%
1215718	1	< 0.1%
1155770	1	< 0.1%

facenumber_in_poster
Real number (ℝ)

ZEROS

Distinct	19
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3567935

Minimum	0
Maximum	43
Zeros	2019
Zeros (%)	42.9%
Negative	0
Negative (%)	0.0%
Memory size	73.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	43
Range	43
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.0086637
Coefficient of variation (CV)	1.4804491
Kurtosis	55.770377
Mean	1.3567935
Median Absolute Deviation (MAD)	1
Skewness	4.5646736
Sum	6381
Variance	4.03473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	2019	42.9%
1	1179	25.1%
2	665	14.1%
3	359	7.6%
4	190	4.0%
5	100	2.1%
6	67	1.4%
7	45	1.0%
8	34	0.7%
9	15	0.3%
Other values (9)	30	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2019	42.9%
1	1179	25.1%
2	665	14.1%
3	359	7.6%
4	190	4.0%
5	100	2.1%
6	67	1.4%
7	45	1.0%
8	34	0.7%
9	15	0.3%

Value	Count	Frequency (%)
43	1	< 0.1%
31	1	< 0.1%
19	1	< 0.1%
15	5	0.1%
14	1	< 0.1%
13	2	< 0.1%
12	4	0.1%
11	5	0.1%
10	10	0.2%
9	15	0.3%

budget
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	432
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39306827

Minimum	218
Maximum	1.22155 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.5 KiB

Quantile statistics

Minimum	218
5-th percentile	800000
Q1	7500000
median	20000000
Q3	40000000
95-th percentile	1.25 × 10⁸
Maximum	1.22155 × 10¹⁰
Range	1.22155 × 10¹⁰
Interquartile range (IQR)	32500000

Descriptive statistics

Standard deviation	2.02669 × 10⁸
Coefficient of variation (CV)	5.1560762
Kurtosis	2820.5211
Mean	39306827
Median Absolute Deviation (MAD)	15000000
Skewness	49.023957
Sum	1.8486001 × 10¹¹
Variance	4.1074723 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20000000	442	9.4%
30000000	145	3.1%
15000000	141	3.0%
25000000	139	3.0%
10000000	137	2.9%
40000000	131	2.8%
35000000	120	2.6%
50000000	104	2.2%
5000000	102	2.2%
60000000	94	2.0%
Other values (422)	3148	66.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
218	1	< 0.1%
1100	1	< 0.1%
4500	1	< 0.1%
7000	3	0.1%
9000	1	< 0.1%
10000	2	< 0.1%
14000	1	< 0.1%
15000	2	< 0.1%
20000	3	0.1%
22000	1	< 0.1%

Value	Count	Frequency (%)
1.22155 × 10¹⁰	1	< 0.1%
4200000000	1	< 0.1%
2500000000	1	< 0.1%
2400000000	1	< 0.1%
2127519898	1	< 0.1%
1100000000	1	< 0.1%
1000000000	1	< 0.1%
700000000	2	< 0.1%
600000000	1	< 0.1%
553632000	1	< 0.1%

title_year
Real number (ℝ)

HIGH CORRELATION

Distinct	91
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2002.1112

Minimum	1916
Maximum	2016
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.5 KiB

Quantile statistics

Minimum	1916
5-th percentile	1978
Q1	1999
median	2005
Q3	2010
95-th percentile	2015
Maximum	2016
Range	100
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	12.50241
Coefficient of variation (CV)	0.0062446132
Kurtosis	7.3909201
Mean	2002.1112
Median Absolute Deviation (MAD)	6
Skewness	-2.2877603
Sum	9415929
Variance	156.31026
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2009	252	5.4%
2006	235	5.0%
2008	222	4.7%
2010	221	4.7%
2011	215	4.6%
2005	215	4.6%
2014	214	4.6%
2013	213	4.5%
2004	206	4.4%
2012	203	4.3%
Other values (81)	2507	53.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1916	1	< 0.1%
1920	1	< 0.1%
1925	1	< 0.1%
1927	1	< 0.1%
1929	2	< 0.1%
1930	1	< 0.1%
1932	1	< 0.1%
1933	2	< 0.1%
1934	1	< 0.1%
1935	1	< 0.1%

Value	Count	Frequency (%)
2016	82	1.7%
2015	183	3.9%
2014	214	4.6%
2013	213	4.5%
2012	203	4.3%
2011	215	4.6%
2010	221	4.7%
2009	252	5.4%
2008	222	4.7%
2007	197	4.2%

aspect_ratio
Real number (ℝ)

Distinct	20
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1255305

Minimum	1.18
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.5 KiB

Quantile statistics

Minimum	1.18
5-th percentile	1.78
Q1	1.85
median	2.35
Q3	2.35
95-th percentile	2.35
Maximum	16
Range	14.82
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.63838629
Coefficient of variation (CV)	0.3003421
Kurtosis	377.18399
Mean	2.1255305
Median Absolute Deviation (MAD)	0
Skewness	17.406589
Sum	9996.37
Variance	0.40753706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
2.35	2499	53.1%
1.85	1870	39.8%
1.37	97	2.1%
1.78	79	1.7%
1.66	63	1.3%
1.33	37	0.8%
2.2	14	0.3%
2.39	14	0.3%
16	8	0.2%
2	4	0.1%
Other values (10)	18	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.18	1	< 0.1%
1.2	1	< 0.1%
1.33	37	0.8%
1.37	97	2.1%
1.44	1	< 0.1%
1.5	2	< 0.1%
1.66	63	1.3%
1.75	3	0.1%
1.77	1	< 0.1%
1.78	79	1.7%

Value	Count	Frequency (%)
16	8	0.2%
2.76	3	0.1%
2.55	2	< 0.1%
2.4	3	0.1%
2.39	14	0.3%
2.35	2499	53.1%
2.24	1	< 0.1%
2.2	14	0.3%
2	4	0.1%
1.85	1870	39.8%

movie_fb_likes
Real number (ℝ)

ZEROS

Distinct	836
Distinct (%)	17.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7779.7997

Minimum	0
Maximum	349000
Zeros	2086
Zeros (%)	44.4%
Negative	0
Negative (%)	0.0%
Memory size	73.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	181
Q3	5000
95-th percentile	41900
Maximum	349000
Range	349000
Interquartile range (IQR)	5000

Descriptive statistics

Standard deviation	19611.482
Coefficient of variation (CV)	2.520821
Kurtosis	40.309513
Mean	7779.7997
Median Absolute Deviation (MAD)	181
Skewness	4.9742692
Sum	36588398
Variance	3.8461023 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2086	44.4%
1000	103	2.2%
11000	80	1.7%
10000	79	1.7%
12000	59	1.3%
13000	58	1.2%
2000	54	1.1%
15000	51	1.1%
14000	46	1.0%
16000	46	1.0%
Other values (826)	2041	43.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2086	44.4%
4	2	< 0.1%
5	1	< 0.1%
7	2	< 0.1%
10	1	< 0.1%
11	1	< 0.1%
12	2	< 0.1%
14	1	< 0.1%
16	1	< 0.1%
17	3	0.1%

Value	Count	Frequency (%)
349000	1	< 0.1%
199000	1	< 0.1%
197000	1	< 0.1%
191000	1	< 0.1%
190000	1	< 0.1%
175000	1	< 0.1%
165000	1	< 0.1%
164000	1	< 0.1%
153000	1	< 0.1%
150000	1	< 0.1%

country_UK
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.3 KiB

False	4283
True	420

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4283	91.1%
True	420	8.9%

country_USA
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.3 KiB

True	3575
False	1128

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	3575	76.0%
False	1128	24.0%

other_actors_fb_likes
Real number (ℝ)

HIGH CORRELATION

Distinct	2041
Distinct (%)	43.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2380.9303

Minimum	0
Maximum	137748
Zeros	32
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	73.5 KiB

Quantile statistics

Minimum	0
5-th percentile	50
Q1	480.5
median	1017
Q3	1581
95-th percentile	13000
Maximum	137748
Range	137748
Interquartile range (IQR)	1100.5

Descriptive statistics

Standard deviation	5262.0495
Coefficient of variation (CV)	2.2100813
Kurtosis	107.20966
Mean	2380.9303
Median Absolute Deviation (MAD)	547
Skewness	6.8977295
Sum	11197515
Variance	27689165
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32	0.7%
2000	30	0.6%
3000	19	0.4%
12000	16	0.3%
15000	16	0.3%
13000	15	0.3%
4000	15	0.3%
14000	14	0.3%
22000	13	0.3%
24000	12	0.3%
Other values (2031)	4521	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32	0.7%
2	10	0.2%
3	3	0.1%
4	5	0.1%
5	7	0.1%
6	2	< 0.1%
7	4	0.1%
8	8	0.2%
9	6	0.1%
10	4	0.1%

Value	Count	Frequency (%)
137748	1	< 0.1%
50000	1	< 0.1%
46000	1	< 0.1%
42000	1	< 0.1%
40000	2	< 0.1%
39000	1	< 0.1%
38000	1	< 0.1%
37000	2	< 0.1%
36000	8	0.2%
35000	1	< 0.1%

critic_reviews_ratio
Real number (ℝ)

HIGH CORRELATION

Distinct	3844
Distinct (%)	81.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8893224

Minimum	0.037037037
Maximum	25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.5 KiB

Quantile statistics

Minimum	0.037037037
5-th percentile	0.2016469
Q1	0.38334609
median	0.62222222
Q3	1.0902912
95-th percentile	2.2437546
Maximum	25
Range	24.962963
Interquartile range (IQR)	0.7069451

Descriptive statistics

Standard deviation	1.0070265
Coefficient of variation (CV)	1.1323525
Kurtosis	161.81569
Mean	0.8893224
Median Absolute Deviation (MAD)	0.29255189
Skewness	9.1138071
Sum	4182.4832
Variance	1.0141023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	43	0.9%
0.5	29	0.6%
0.3333333333	19	0.4%
2	19	0.4%
0.6666666667	16	0.3%
1.5	13	0.3%
0.8	12	0.3%
0.4	11	0.2%
0.5714285714	10	0.2%
3	8	0.2%
Other values (3834)	4523	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.03703703704	1	< 0.1%
0.04802123552	1	< 0.1%
0.05263157895	1	< 0.1%
0.05869565217	1	< 0.1%
0.0625	1	< 0.1%
0.06482504604	1	< 0.1%
0.07474352711	1	< 0.1%
0.07575757576	1	< 0.1%
0.07692307692	1	< 0.1%
0.07851239669	1	< 0.1%

Value	Count	Frequency (%)
25	1	< 0.1%
21	2	< 0.1%
18	1	< 0.1%
9.428571429	1	< 0.1%
9	1	< 0.1%
8.75	1	< 0.1%
8.5	1	< 0.1%
8	2	< 0.1%
7	1	< 0.1%
6.759259259	1	< 0.1%

imdb_classification
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.5 KiB

2	3018
1	1327
3	204
0	154

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4703
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	3
5th row	2

Common Values

Value	Count	Frequency (%)
2	3018	64.2%
1	1327	28.2%
3	204	4.3%
0	154	3.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	3018	64.2%
1	1327	28.2%
3	204	4.3%
0	154	3.3%

Most occurring characters

Value	Count	Frequency (%)
2	3018	64.2%
1	1327	28.2%
3	204	4.3%
0	154	3.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4703	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	3018	64.2%
1	1327	28.2%
3	204	4.3%
0	154	3.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4703	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	3018	64.2%
1	1327	28.2%
3	204	4.3%
0	154	3.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4703	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	3018	64.2%
1	1327	28.2%
3	204	4.3%
0	154	3.3%

Auto

Heatmap
Table

	actor_1_fb_likes	aspect_ratio	budget	country_UK	country_USA	critic_reviews_ratio	director_fb_likes	duration	facenumber_in_poster	gross	imdb_classification	movie_fb_likes	num_voted_users	other_actors_fb_likes	title_year
actor_1_fb_likes	1.000	0.145	0.389	0.000	0.015	-0.104	0.143	0.212	0.116	0.317	0.029	0.112	0.432	0.737	0.119
aspect_ratio	0.145	1.000	0.266	0.000	0.000	0.082	0.057	0.216	0.035	0.094	0.000	0.076	0.123	0.115	0.290
budget	0.389	0.266	1.000	0.000	0.050	-0.138	0.173	0.336	0.026	0.579	0.000	0.097	0.501	0.384	0.143
country_UK	0.000	0.000	0.000	1.000	0.556	0.025	-0.012	0.054	0.003	-0.094	0.108	0.000	0.007	-0.067	-0.017
country_USA	0.015	0.000	0.050	0.556	1.000	-0.125	0.050	-0.048	0.033	0.269	0.106	0.024	0.116	0.266	-0.051
critic_reviews_ratio	-0.104	0.082	-0.138	0.025	-0.125	1.000	-0.064	-0.234	0.055	-0.293	0.004	0.106	-0.325	-0.125	0.580
director_fb_likes	0.143	0.057	0.173	-0.012	0.050	-0.064	1.000	0.199	0.008	0.161	0.139	0.043	0.256	0.117	-0.019
duration	0.212	0.216	0.336	0.054	-0.048	-0.234	0.199	1.000	0.049	0.244	0.209	0.107	0.358	0.169	-0.075
facenumber_in_poster	0.116	0.035	0.026	0.003	0.033	0.055	0.008	0.049	1.000	-0.022	0.007	-0.012	-0.041	0.113	0.064
gross	0.317	0.094	0.579	-0.094	0.269	-0.293	0.161	0.244	-0.022	1.000	0.122	0.104	0.627	0.355	0.022
imdb_classification	0.029	0.000	0.000	0.108	0.106	0.004	0.139	0.209	0.007	0.122	1.000	0.108	0.373	-0.008	-0.127
movie_fb_likes	0.112	0.076	0.097	0.000	0.024	0.106	0.043	0.107	-0.012	0.104	0.108	1.000	0.215	0.098	0.273
num_voted_users	0.432	0.123	0.501	0.007	0.116	-0.325	0.256	0.358	-0.041	0.627	0.373	0.215	1.000	0.378	0.029
other_actors_fb_likes	0.737	0.115	0.384	-0.067	0.266	-0.125	0.117	0.169	0.113	0.355	-0.008	0.098	0.378	1.000	0.105
title_year	0.119	0.290	0.143	-0.017	-0.051	0.580	-0.019	-0.075	0.064	0.022	-0.127	0.273	0.029	0.105	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	duration	director_fb_likes	actor_1_fb_likes	gross	num_voted_users	facenumber_in_poster	budget	title_year	aspect_ratio	movie_fb_likes	country_UK	country_USA	other_actors_fb_likes	critic_reviews_ratio	imdb_classification
0	178.0	0.0	1000.0	760505847.0	886204	0.0	237000000.0	2009.0	1.78	33000	False	True	1791.0	0.236739	2
1	169.0	563.0	40000.0	309404152.0	471220	0.0	300000000.0	2007.0	2.35	0	False	True	6000.0	0.243942	2
2	148.0	0.0	11000.0	200074175.0	275868	1.0	245000000.0	2015.0	2.35	85000	True	False	554.0	0.605634	2
3	164.0	22000.0	27000.0	448130642.0	1144337	0.0	250000000.0	2012.0	2.35	164000	False	True	46000.0	0.301000	3
5	132.0	475.0	640.0	73058679.0	212204	1.0	263700000.0	2012.0	2.35	24000	False	True	1162.0	0.626016	2
6	156.0	0.0	24000.0	336530303.0	383056	0.0	258000000.0	2007.0	2.35	0	False	True	15000.0	0.206099	2
7	100.0	15.0	799.0	200807262.0	294810	1.0	260000000.0	2010.0	1.85	29000	False	True	837.0	0.837209	2
8	141.0	0.0	26000.0	458991599.0	462669	4.0	250000000.0	2015.0	2.35	118000	False	True	40000.0	0.568487	2
9	153.0	282.0	25000.0	301956980.0	321795	3.0	250000000.0	2009.0	2.35	10000	True	False	21000.0	0.385406	2
10	183.0	0.0	15000.0	330249062.0	371639	0.0	250000000.0	2016.0	2.35	197000	False	True	6000.0	0.222995	2

	duration	director_fb_likes	actor_1_fb_likes	gross	num_voted_users	facenumber_in_poster	budget	title_year	aspect_ratio	movie_fb_likes	country_UK	country_USA	other_actors_fb_likes	critic_reviews_ratio	imdb_classification
5026	110.0	107.0	576.0	136007.0	3924	1.0	4500.0	2004.0	2.35	171	False	False	178.0	2.076923	2
5027	90.0	397.0	5.0	673780.0	4555	0.0	10000.0	2000.0	1.85	697	False	False	0.0	2.461538	2
5029	111.0	62.0	89.0	94596.0	6318	0.0	1000000.0	1997.0	1.85	817	False	False	19.0	1.560000	2
5032	98.0	3.0	789.0	24848292.0	438	1.0	20000000.0	1995.0	2.35	20	False	True	346.0	0.714286	2
5033	77.0	291.0	291.0	424760.0	72639	0.0	7000.0	2004.0	1.85	19000	False	True	53.0	0.385445	2
5034	80.0	0.0	0.0	70071.0	589	0.0	7000.0	2005.0	2.35	74	False	False	0.0	1.000000	2
5035	81.0	0.0	121.0	2040920.0	52055	0.0	7000.0	1992.0	1.37	0	False	True	26.0	0.430769	2
5037	95.0	0.0	296.0	4584.0	1338	1.0	9000.0	2011.0	2.35	413	False	True	338.0	1.000000	2
5038	87.0	2.0	637.0	24848292.0	629	2.0	20000000.0	2013.0	2.35	84	False	False	788.0	0.166667	2
5042	90.0	16.0	86.0	85222.0	4285	0.0	1100.0	2004.0	1.85	456	False	True	39.0	0.511905	2

Most frequently occurring

	duration	director_fb_likes	actor_1_fb_likes	gross	num_voted_users	facenumber_in_poster	budget	title_year	aspect_ratio	movie_fb_likes	country_UK	country_USA	other_actors_fb_likes	critic_reviews_ratio	imdb_classification	# duplicates
0	101.0	3.0	448.0	12189514.0	30092	0.0	23000000.0	2004.0	2.35	0	False	True	263.0	0.503876	2	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring